{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#第二类挖矿恶意软件EDA\n",
    "#特点：在数据中得到体现，占用大量资源、时间序列，多线程齐行，\n",
    "import pandas as pd\n",
    "data_df2=pd.read_csv('label2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file_id</th>\n",
       "      <th>label</th>\n",
       "      <th>api</th>\n",
       "      <th>tid</th>\n",
       "      <th>return_value</th>\n",
       "      <th>index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>LdrLoadDll</td>\n",
       "      <td>2472</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>LdrGetProcedureAddress</td>\n",
       "      <td>2472</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>LdrGetProcedureAddress</td>\n",
       "      <td>2472</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>LdrGetProcedureAddress</td>\n",
       "      <td>2472</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>LdrGetProcedureAddress</td>\n",
       "      <td>2472</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   file_id  label                     api   tid  return_value  index\n",
       "0       24      2              LdrLoadDll  2472             0      0\n",
       "1       24      2  LdrGetProcedureAddress  2472             0      1\n",
       "2       24      2  LdrGetProcedureAddress  2472             0      2\n",
       "3       24      2  LdrGetProcedureAddress  2472             0      3\n",
       "4       24      2  LdrGetProcedureAddress  2472             0      4"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "api=data_df2['api'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NtClose                       703737\n",
       "LdrGetProcedureAddress        488937\n",
       "RegQueryValueExW              425382\n",
       "Process32NextW                283435\n",
       "RegCloseKey                   257234\n",
       "GetSystemTimeAsFileTime       254279\n",
       "NtAllocateVirtualMemory       242232\n",
       "RegOpenKeyExW                 230313\n",
       "FindFirstFileExW              191660\n",
       "NtOpenKey                     152865\n",
       "LoadStringW                   134579\n",
       "NtQueryValueKey               129200\n",
       "NtDelayExecution              115468\n",
       "RegOpenKeyExA                 113072\n",
       "NtQueryDirectoryFile          105992\n",
       "NtReadFile                    104062\n",
       "NtCreateFile                   89073\n",
       "WriteConsoleW                  85464\n",
       "LdrGetDllHandle                84157\n",
       "WriteConsoleA                  80374\n",
       "LdrLoadDll                     73423\n",
       "NtMapViewOfSection             72702\n",
       "NtCreateSection                70055\n",
       "NtOpenProcess                  68413\n",
       "NtUnmapViewOfSection           59642\n",
       "RegQueryValueExA               57839\n",
       "__exception__                  55588\n",
       "RegEnumKeyExA                  52994\n",
       "RegQueryInfoKeyA               49092\n",
       "NtQueryKey                     47896\n",
       "                               ...  \n",
       "NtQueueApcThread                  26\n",
       "EnumServicesStatusW               24\n",
       "NetShareEnum                      24\n",
       "GetDiskFreeSpaceExW               22\n",
       "RemoveDirectoryA                  21\n",
       "NtGetContextThread                19\n",
       "SHGetSpecialFolderLocation        18\n",
       "CopyFileExW                       18\n",
       "FindResourceExA                   18\n",
       "listen                            17\n",
       "FindWindowExA                     16\n",
       "DeleteService                     16\n",
       "NtReadVirtualMemory               15\n",
       "NtSetContextThread                15\n",
       "CreateJobObjectW                  14\n",
       "NtSuspendThread                   14\n",
       "NtDeleteKey                       13\n",
       "CertControlStore                  10\n",
       "NtDeleteValueKey                   9\n",
       "NtQueryFullAttributesFile          7\n",
       "accept                             5\n",
       "DnsQuery_W                         4\n",
       "system                             4\n",
       "RegDeleteKeyW                      4\n",
       "CryptProtectMemory                 4\n",
       "NtWriteVirtualMemory               3\n",
       "CertOpenSystemStoreW               3\n",
       "shutdown                           2\n",
       "sendto                             2\n",
       "RegisterHotKey                     1\n",
       "Name: api, Length: 234, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "api"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#所有文件中top api调用数量\n",
    "#柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(16,9))\n",
    "sns.barplot(api.index[0:10],api.values[0:10],alpha=0.8)\n",
    "plt.xticks(rotation=60)\n",
    "plt.xlabel(\"classes\",fontsize = 12)\n",
    "plt.ylabel(\"number\",fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "every_file2=data_df2.groupby('file_id')['api'].count().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "file_id\n",
       "64173     406399\n",
       "25312     391349\n",
       "42615     293097\n",
       "100797    248100\n",
       "106082    234271\n",
       "76389     213311\n",
       "62311     206122\n",
       "65749     143135\n",
       "73216     142413\n",
       "60669     125921\n",
       "71774     108224\n",
       "92905     108218\n",
       "4850      107966\n",
       "89539     104609\n",
       "10626      92285\n",
       "6888       87241\n",
       "110237     86595\n",
       "67918      85308\n",
       "65446      76097\n",
       "6877       64029\n",
       "33214      54866\n",
       "65448      53040\n",
       "36832      52940\n",
       "82814      50010\n",
       "102211     48932\n",
       "81419      43504\n",
       "26146      43197\n",
       "61912      39643\n",
       "103586     39410\n",
       "75319      37653\n",
       "           ...  \n",
       "36896         48\n",
       "27403         48\n",
       "29472         48\n",
       "41442         48\n",
       "105395        48\n",
       "106081        48\n",
       "106021        48\n",
       "8457          48\n",
       "51902         48\n",
       "55198         48\n",
       "66056         47\n",
       "28738         47\n",
       "104657        42\n",
       "21149         34\n",
       "80468         32\n",
       "92153         32\n",
       "79666         32\n",
       "104441        30\n",
       "78023         20\n",
       "101610        17\n",
       "97740         17\n",
       "9194          16\n",
       "31577         16\n",
       "93815         16\n",
       "28937         16\n",
       "58620         16\n",
       "81135          6\n",
       "93110          6\n",
       "4851           4\n",
       "66662          3\n",
       "Name: api, Length: 744, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "every_file2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "index=[]\n",
    "for i in range(len(every_file2)):\n",
    "    index.append(i)\n",
    "index=numpy.array(index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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okhuH65cn+aOqel2Sf5vkiCQfyORo8RFVdXiSf8rkxGA/3lprVXVNkhMy+VzzyUkumxrr5CTvG/qvbq1tc4R5OW15+8Uz+x76zGcv4UwAAADYakkCc5InJPmpJDdU1fVD2y9ncpbrozJ5i/StSX42SVprN1XVJUk+lskZtp/fWvtqklTVaUmuTLJPkvNaazcN4/1Skouq6lVJPpxJQM/w9c1VtSmTI8sn7coHCgAAwJ5hSQJza+296X+W+Io59zkzyZmd9it692utfSJff0v3dPu/JjlxMfMFAACAJT9LNgAAAOwOBGYAAADoEJgBAACgQ2AGAACADoEZAAAAOgRmAAAA6BCYAQAAoENgBgAAgA6BGQAAADoEZgAAAOgQmAEAAKBDYAYAAIAOgRkAAAA6Vi33BNgxn730LTP7DjjhJ5dwJgAAAHsHR5gBAACgQ2AGAACAjh0OzFUlXAMAALDX2KEQXFX7JPliVT1wF88HAAAAVoQdCsytta8m+fskB+za6QAAAMDKsJizZL81yTuq6vVJNidpWztaa1fv7IkBAADAclpMYH7e8PXlo/aW5BE7ZTYAAACwQuxwYG6tHb4rJwIAAAAryaLOfF1VD6iqJ1bVs4fbD66qB++aqQEAAMDyWcy/lfp3mZz46/eTnDs0/1CS83bBvAAAAGBZLeYI8zlJfrW19j1J/u/Q9ldJ/tNOnxUAAAAss8UE5u9N8pbhekuS1toXkzxoZ08KAAAAlttiAvOtSR433VBVRyfZtDMnBAAAACvBYv6t1P9K8s6q+r0k+1bVS5P8XJL/vktmBgAAAMtoh48wt9bekeT4JKsz+ezydyb5sdbau3fR3AAAAGDZLOYIc1prf5vkf+yiuQAAAMCKsZh/K7VvVb2iqm6pqi8OX19ZVd+8KycIAAAAy2ExR5jPSfKoJKcn+cdM3pL90iQHJ/mZnT81AAAAWD6LCczPSPJdrbXPDbc/VlXXZXKWbIEZAACAPcpi/q3Up5N8y6jtQUnu2HnTAQAAgJVh7hHmqjp26uabk/xFVb0hyeYkhyZ5fpILd930AAAAYHls7y3Z53bafnl0+2eTvGbnTAcAAABWhrmBubV2+FJNBAAAAFaSRf0fZlauuy/tvRng6w484ZQlmgkAAMCeYTH/h/mxVXV1VW2pqq8Ml/9bVV/ZlRMEAACA5bCYI8xvS/L2TP4P8//ZNdMBAACAlWExgfnbk/xqa63tqskAAADASrGY/8N8QZIf31UTAQAAgJVkMUeYX53kfVX1y0k+M93RWju2fxcAAADYPS0mMF+a5JNJ/jQ+wwwAAMAebjGB+agkB7TWnBUbAACAPd5iAvNfJzkyyfW7aC7sYnf/8Rvn9h944vOXaCYAAAAr32IC8yeTvLuq/jTbfob5V3fqrAAAAGCZLSYwf0uSdybZN8mhu2Y6AAAAsDLscGBurf30rpwIAAAArCQ7/H+Yq+oRsy47cN9Dq+qaqrq5qm6qqhcM7Q+tqquq6pbh6/5De1XV2VW1qao+WlXfPzXWyUP9LVV18lT746rqhuE+Z1dVzdsGAAAAzLPDgTnJpiS3DF83Td2+ZQfue2+SX2itPTrJMUmeX1VHJjkjyYbW2hFJNgy3k+T4JEcMl1OTnJNMwm+SlyV5fJKjk7xsKgCfM9Ruvd+6oX3WNgAAAGCmHQ7MrbVvaq3tM3z9piT/NsmbkvzUDtz3jtba3w7Xv5Dk5iQHJ1mf5IKh7IIkzxiur09yYZt4f5L9quqgJMcluaq1tqW1dk+Sq5KsG/oe0lp7X2utJblwNFZvGwAAADDTYo4wL9Ba+3SSFyb59cXcr6oOS/J9Sa5L8vDW2h3DeHckedhQdnCS26butnlom9e+udOeOdsYz+vUqtpYVRvvuuuuxTwkAAAA9kD3OzAPHpXJ2bN3SFV9a5K3J3lha+2f55V22tr9aN9hrbU3tdbWtNbWrF69ejF3BQAAYA+0w2fJrqq/zsIQ+uAkRyZ55Q7e/wGZhOW3ttb+ZGj+TFUd1Fq7Y3hb9Z1D++Ys/NdVhyS5fWh/0qj92qH9kE79vG0AAADATIs5wvwHSc6duvx6kn/fWvv/tnfH4YzV5ya5ubX2uqmuy5NsPdP1yUkum2p/7nC27GOSfH54O/WVSZ5SVfsPJ/t6SpIrh74vVNUxw7aeOxqrtw0AAACYaYePMCe5KJPAeVSSbx3anl5Vaa09dzv3fUImJwe7oaquH9p+Ocmrk1xSVack+VSSE4e+K5I8NZMzcX8pyU8nSWttS1W9MskHh7pXtNa2DNefl+T8JA9K8q7hkjnbAAAAgJkWE5jPT/LYJH+e5DOL2Uhr7b3pf844SdZ26luS588Y67wk53XaNyZ5TKf9s71tAAAAwDyLCczrkhzeWvvcrpoMAAAArBSL+Qzzp5I8cFdNBAAAAFaSxRxhvjDJZVX1+ozekt1au3qnzgoAAACW2WIC82nD1/FZsVuSR+yc6QAAAMDKsMOBubV2+K6cCAAAAKwki/kMMwAAAOw1BGYAAADoEJgBAACgQ2AGAACADoEZAAAAOgRmAAAA6BCYAQAAoENgBgAAgA6BGQAAADoEZgAAAOgQmAEAAKBDYAYAAIAOgRkAAAA6BGYAAADoEJgBAACgQ2AGAACADoEZAAAAOgRmAAAA6BCYAQAAoENgBgAAgA6BGQAAADoEZgAAAOgQmAEAAKBDYAYAAIAOgRkAAAA6BGYAAADoEJgBAACgQ2AGAACADoEZAAAAOgRmAAAA6BCYAQAAoENgBgAAgA6BGQAAADoEZgAAAOgQmAEAAKBDYAYAAIAOgRkAAAA6BGYAAADoEJgBAACgQ2AGAACADoEZAAAAOgRmAAAA6BCYAQAAoGNJAnNVnVdVd1bVjVNtL6+qf6qq64fLU6f6XlpVm6rq41V13FT7uqFtU1WdMdV+eFVdV1W3VNXFVbXv0P7A4famof+wpXi8AAAA7P6W6gjz+UnWddrPaq0dNVyuSJKqOjLJSUm+d7jP71bVPlW1T5I3Jjk+yZFJnjPUJslrhrGOSHJPklOG9lOS3NNae2SSs4Y6AAAA2K4lCcyttfck2bKD5euTXNRa+3Jr7ZNJNiU5erhsaq19orX2lSQXJVlfVZXk2CSXDve/IMkzpsa6YLh+aZK1Qz0AAADMtdyfYT6tqj46vGV7/6Ht4CS3TdVsHtpmtR+Q5HOttXtH7QvGGvo/P9QDAADAXMsZmM9J8l1JjkpyR5LXDu29I8DtfrTPG2sbVXVqVW2sqo133XXXvHkDAACwF1i2wNxa+0xr7autta8l+f1M3nKdTI4QHzpVekiS2+e0351kv6paNWpfMNbQ/22Z8dbw1tqbWmtrWmtrVq9e/Y0+PAAAAHZzyxaYq+qgqZs/mmTrGbQvT3LScIbrw5MckeQDST6Y5IjhjNj7ZnJisMtbay3JNUlOGO5/cpLLpsY6ebh+QpKrh3oAAACYa9X2S75xVfW2JE9KcmBVbU7ysiRPqqqjMnmL9K1JfjZJWms3VdUlST6W5N4kz2+tfXUY57QkVybZJ8l5rbWbhk38UpKLqupVST6c5Nyh/dwkb66qTZkcWT5pFz9UAAAA9hBLEphba8/pNJ/badtaf2aSMzvtVyS5otP+iXz9Ld3T7f+a5MRFTRYAAACy/GfJBgAAgBVJYAYAAIAOgRkAAAA6luQzzOw+7rzkN2b2PexZL1nCmQAAACwvgZlF+/TFvzKz79uf/aolnAkAAMCu4y3ZAAAA0CEwAwAAQIfADAAAAB0CMwAAAHQIzAAAANAhMAMAAECHwAwAAAAdAjMAAAB0CMwAAADQITADAABAh8AMAAAAHQIzAAAAdAjMAAAA0CEwAwAAQIfADAAAAB0CMwAAAHQIzAAAANCxarknwJ5p88W/MLPvkGe/dglnAgAAcP84wgwAAAAdAjMAAAB0CMwAAADQITADAABAh8AMAAAAHQIzAAAAdAjMAAAA0CEwAwAAQIfADAAAAB0CMwAAAHQIzAAAANAhMAMAAECHwAwAAAAdAjMAAAB0CMwAAADQITADAABAh8AMAAAAHQIzAAAAdAjMAAAA0CEwAwAAQMeq5Z4Ae69bL3nxzL7DnvW6JMmmS2fXPPKESc3fvf1FM2u+55ln3c/ZAQAAeztHmAEAAKBDYAYAAIAOgRkAAAA6fIaZvcKNb3/hzL7HPPO3l3AmAADA7mJJjjBX1XlVdWdV3TjV9tCquqqqbhm+7j+0V1WdXVWbquqjVfX9U/c5eai/papOnmp/XFXdMNzn7KqqedsAAACA7Vmqt2Sfn2TdqO2MJBtaa0ck2TDcTpLjkxwxXE5Nck4yCb9JXpbk8UmOTvKyqQB8zlC79X7rtrMNAAAAmGtJAnNr7T1Jtoya1ye5YLh+QZJnTLVf2Cben2S/qjooyXFJrmqtbWmt3ZPkqiTrhr6HtNbe11prSS4cjdXbBgAAAMy1nCf9enhr7Y4kGb4+bGg/OMltU3Wbh7Z57Zs77fO2AQAAAHOtxLNkV6et3Y/2xW206tSq2lhVG++6667F3h0AAIA9zHIG5s8Mb6fO8PXOoX1zkkOn6g5Jcvt22g/ptM/bxjZaa29qra1pra1ZvXr1/X5QAAAA7BmWMzBfnmTrma5PTnLZVPtzh7NlH5Pk88Pbqa9M8pSq2n842ddTklw59H2hqo4Zzo793NFYvW0AAADAXEvyf5ir6m1JnpTkwKranMnZrl+d5JKqOiXJp5KcOJRfkeSpSTYl+VKSn06S1tqWqnplkg8Oda9orW09kdjzMjkT94OSvGu4ZM42AAAAYK4lCcyttefM6FrbqW1Jnj9jnPOSnNdp35jkMZ32z/a2AQAAANuzEk/6BQAAAMtOYAYAAIAOgRkAAAA6BGYAAADoWJKTfsHu4Po/eeHMvqN+7LeXcCYAAMBK4AgzAAAAdAjMAAAA0CEwAwAAQIfADAAAAB0CMwAAAHQ4SzYswsY/fcHMvjU/+volnAkAALCrCcywk133Z6fP7Hv8M85ewpkAAADfCIEZlsH/f9nsUP0f1wvVAACwEvgMMwAAAHQIzAAAANAhMAMAAECHwAwAAAAdAjMAAAB0CMwAAADQITADAABAh8AMAAAAHQIzAAAAdAjMAAAA0LFquScA9P31ZafP7Hvi+rOXcCYAALB3coQZAAAAOgRmAAAA6BCYAQAAoENgBgAAgA6BGQAAADoEZgAAAOgQmAEAAKBDYAYAAIAOgRkAAAA6BGYAAADoEJgBAACgQ2AGAACAjlXLPQHg/rn2stPn9j9p/dlLNBMAANgzOcIMAAAAHQIzAAAAdAjMAAAA0CEwAwAAQIfADAAAAB0CMwAAAHQIzAAAANAhMAMAAECHwAwAAAAdAjMAAAB0rFruCQC7zobLf35u/9qnv2GJZgIAALsfR5gBAACgY9mPMFfVrUm+kOSrSe5tra2pqocmuTjJYUluTfKs1to9VVVJXp/kqUm+lOS/ttb+dhjn5CS/Mgz7qtbaBUP745Kcn+RBSa5I8oLWWluSBwe7gSvnHIU+bjgCfcWfnzaz5qk/8js7fU4AALASrJQjzE9urR3VWlsz3D4jyYbW2hFJNgy3k+T4JEcMl1OTnJMkQ8B+WZLHJzk6ycuqav/hPucMtVvvt27XPxwAAAB2dyslMI+tT3LBcP2CJM+Yar+wTbw/yX5VdVCS45Jc1Vrb0lq7J8lVSdYNfQ9prb1vOKp84dRYAAAAMNOyvyU7SUvy7qpqSf53a+1NSR7eWrsjSVprd1TVw4bag5PcNnXfzUPbvPbNnfZtVNWpmRyJznd8x3d8o48J9jp//o7nz+z7kf/yxiWcCQAA7BwrITA/obV2+xCKr6qqv5tTW522dj/at22cBPU3JcmaNWt8xhkAAGAvt+yBubV2+/D1zqr600w+g/yZqjpoOLp8UJI7h/LNSQ6duvshSW4f2p80ar92aD+kUw8sg8veOfvkYeuf5uRhAACsLMv6GeaqenBV/Zut15M8JcmNSS5PcvJQdnKSy4brlyd5bk0ck+Tzw1u3r0zylKrafzjZ11OSXDn0faGqjhnOsP3cqbEAAABgpuU+wvzwJH86ybJZleSPWmt/UVUfTHJJVZ2S5FNJThzqr8jkX0pj32BNAAAgAElEQVRtyuTfSv10krTWtlTVK5N8cKh7RWtty3D9efn6v5V613ABAACAuZY1MLfWPpHksZ32zyZZ22lvSbpnFmqtnZfkvE77xiSP+YYnCwAAwF5lpf5bKQAAAFhWAjMAAAB0LPdnmAEWePucM2k/cziT9iVXzK551lOdbRsAgJ3DEWYAAADoEJgBAACgQ2AGAACADp9hBvZIf/QXsz/n/OPrfM4ZAIDtE5iBvdabr5wdqn/qOKEaAGBv5y3ZAAAA0OEIM8Ac5805Cv0zw1Ho/33V7Jqf/c+OVAMA7K4cYQYAAIAOgRkAAAA6vCUbYAn8zl/+/My+0374DUmS126YXfMLa9+QV10zuz9JfuXJb7h/kwMAoEtgBtiDnHHt/FD96ie9Iadf+5KZ/Wc/6TeSJKdf+4o5Nb96/yYHALCb8ZZsAAAA6BCYAQAAoMNbsgG4X06/9rdm9p39pF9cwpkAAOwaAjMAu8zp1549s+/sJ50+qbnm92bXPPnndvqcAAB2lMAMwIp3+jXnzuw7+8mnLOFMAIC9icAMwB7h9GvOn9l39pP/a5LkBVe/ZWbN64/9yZ08IwBgd+ekXwAAANDhCDMATHnB1W+b2ff6Y5+zhDMBAJabwAwAi/SCqy+e2ff6Y5+9hDMBAHYlgRkAdoEXXH3pzL7XH3vCpGbDn8yuWftjecGGy+Zu4/Vr19+/yQEAO0RgBoDd2As3/Pnc/t9e+yNLNBMA2PMIzACwh3vhhnfO7PvttU8bat41p+b4oebKOTXHDTVXzan5z3PnCQArjcAMACypF23YMLPvrLVrl3AmADCfwAwArDgv2nDtzL6z1j4pSfLiDe+ZWfO6tT+4k2cEwN5IYAYA9lgv3vDemX2vW/uflnAmAOyOBGYAYK/24g3vm9n3urX/IUnyCxuum1nz2rWP3+lzAmBlEJgBAHaCX9ywcWbfb61dM9RcP6fmqJ0+JwC+MQIzAMAK8T833DC3/zfX/ru8ZMPH5tb8xtoj85INfz+n/7uTJGds+MTMmlevfcTcbQDsLQRmAAC6Xnr1bTP7fv3YQ5Mkv3b1p2fWvOzYb9/pcwJYSgIzAAC71FnXfGZm34ue/PAkyf++5q6ZNT/75NU7fU4AO0JgBgBgt/Dma+6e2fdTTz4wSXLJNZ+dWfOsJx+QJLns6i0za9Yf+9D7OTtgTyQwAwDAyLs23DOz7/i1+ydJNmz43MyatWv3S5L81V/OrvmhH94vf/Pu2f1J8oSn7Jfr/mL2XJLk8ev2n9sP3H8CMwAA7OY+dMXsUP24p04C9UfeObvmsU+b1Nx4+eyj7495+uTo+9/92eya73nGpGbT22cf6X/kMw+Y2QcrjcAMAAAsuVsvmR2qD3vWJFRvvmj22/APOWnyNvxPv2V2zbf/5KTm7gvunFlz4MkPm9RcePvsmuf+20nNWz41u+Ynv2NmH7svgRkAAGAnufuts/9l24E/8Yh89q23zL3/AT9xRD77RzfPr/nxR9+vubF4AjMAAMBu5rNvu3Fm3wHPecxQc/2cmqMmNRd9aHbNSY9Lkmy5+IMzax767B8Yat4/p+aYoea9c2r+06Tmkr+aXfOsHxpqrp5Tc+zMvvtDYAYAAGCPsuWP3z2z76EnPmWHx/mmnTEZAAAA2NMIzAAAANAhMAMAAECHwAwAAAAdAjMAAAB0CMwAAADQITADAABAx14RmKtqXVV9vKo2VdUZyz0fAAAAVr49PjBX1T5J3pjk+CRHJnlOVR25vLMCAABgpdvjA3OSo5Nsaq19orX2lSQXJVm/zHMCAABghdsbAvPBSW6bur15aAMAAICZqrW23HPYparqxCTHtdb+23D7p5Ic3Vr7+VHdqUlOHW4+KsnHp7oPTHL3djalZvepWUlzUeN7rmbX1KykuajxPVeza2pW0lzU+J6r2TU1u3I739laW72d+yWttT36kuQ/JLly6vZLk7x0kWNsVLPn1KykuajxPVfje67G91yN77ka33M1yz+XWZe94S3ZH0xyRFUdXlX7JjkpyeXLPCcAAABWuFXLPYFdrbV2b1WdluTKJPskOa+1dtMyTwsAAIAVbo8PzEnSWrsiyRXfwBBvUrNH1aykuahZmpqVNBc1S1OzkuaiZmlqVtJc1CxNzUqai5qlqVlJc1GzNDVLOZeuPf6kXwAAAHB/7A2fYQYAAIDFu79nC9tbLknWZfIvpjYlOaPTf16SO5PcOGeMQ5Nck+TmJDcleUGn5puTfCDJR4aaX5sx1j5JPpzkHXO2d2uSG5JcnxlnhEuyX5JLk/zdMK//MOp/1HD/rZd/TvLCUc2LhrnemORtSb65s50XDP03Td+/t25JHprkqiS3JPmnJHeN+k8cxvlakjUzxvjN4TF9NMmfJnlLp+aVQ//1Sd49zL37PUzyi0lakrd2xnn5MM/rp8baZpwkPz88h24atjse5+KpMW5N8tlOzVFJ3r/1e5rJievGNY9N8r7he39VkveMn3OjNX5Pkr/u1Eyv89PSee6O1vkvZowzvc5/leRvxjWddX5vZ5zpdb4pk5+RbcaZWuePJ/lUZ5zpdb4tyRc6NdPr/JFhrcc10+v8zqFmwc9tksOTXDes8x9ncvLBcc1pmexXWib/G36bn/9Mnncfz+Rn6IIZ45w7tN2QZMvwdZt9SJI3JPmXGds5P8knpx73jZ2aSnJmkr8fvvf/2Kn566k1vj3JPZ2atUn+dqj5m6F/XHPsULP1ca/KaN83WuOLk+zbqZle4wN7+9DRGp+X5AGdmq1r/NFM9psPSWc/vHWNZ2xneo2vz+S5Nq6ZXuObk5zeqRmv8Z91aqbX+L1JHtmpGa/xrRn93sjC/cVVmfxcjWvG++XeOOP9cm+c8X75tnFNZ3/RG+flWbhf/kxvnCzcL3++M854v/yVTs14v3x7p2Z6f/HnmbweWPC7d7TO1yS5bNQ/XuNtfn931vg7OzXjNf6ecU1njR/RGWe8xif2xhmt8es744zX+IZOzXiNj+3UTK/x1VOP8b7XLqM1/pup79N0zfQ6P3Oqf7pmep2vmjHO9Dq/N5Ofse5rqSSvGdb5htEY02t8c5J/6I0xtca3ZPJcH89leo03J/k/nZrpNb4hk/3PuGb8PD4jo9d/2Xaf/IudmgX75HReR2bbffIvdGrG++RfGtd0fvf1tnV+Fu6Xf7NTM71f/kySO0b9433yDZ0xxvvkMzs1433yizJ6/Zxt98lndGrG+4ttXodn2/1Fb5zx/uJ/jWs6+4tf7ozz8izcX/xeb5ws3F9s6Iwz3l9s7tSM9xev7dSMn8sPmZWnFjzGHSnaWy+ZvMD4h0x+YeybyQ/nkaOaH0zy/ZkfmA9K8v3D9X+TyQ/deJxK8q3D9QdkstM5pjPWi5P8UbYfmA/czmO7IMl/G67vm2S/7azDpzP5X2Vb2w7OZCfzoOH2JUn+6+h+jxmeqN+SyQvev0xyxKx1S/IbGf4oMfxAnT/qf3QmQf7aTHYCvTGekmTVcP01mex4xzUPmbp+eiYvTrb5HmbywubKTILBj3TGeXmSX5z3XEjy5OFxP3C4/fR5z5fhh/vczjjvTnL8cP2pmbzwHdd8MMkPDddflOT3x8+50RqfmeT8Ts30Oh+XznN3tM6/M2Oc6XX+lSSX9n4GptZ5c5JjO+Pct86Z8bM0vc5Dzdrt/Lz9XpJzOuNMr/NP5Osveqdrptf5Z5K8evxzm8nPw0lT23php+b7khyW4ec1nZ//4Xtdw+VtM8Z5yNQ+5A2Z/OJbsA/J5OflzZm8aOht5/wkJ8zbFyX56SQXZvLOpEpy2Lz9VZK3J/nvnXH+Psmjh/b/keQto5r/mElY+u6h/RVJTslo39dZ4+d1ahascW8f2lnj3jjTz+XXJXlHRvvh6TWesZ371njW/nx6jYfbDxvXdNb4uZ1xxmt8/nTN8D0cr/HdGf3eyML9xRmZBMtxzXi/fGunZrxf7o0z3i9/YVzT2S9/qjPOy7Nwv9ybz3i/vM04nf3yPZ1xxvvlf+3UjPcXH8nod+9onT+U5F2j/vEab/P7u7PGN3Rqxmv88XFNZ40v6owzXuPefMZrfHFvW6M1/nBnnPEaf7pTM17jVw7X73vtkm2fy6/p1CxY56m5TdeM17k3znidf29c01nnA0djLFjjGXMZr/HDetsZrfGvdsYZr/G1nZrpNX5xJj8PC17/ZeE++cJM9injmul98mPSeR2ZhfvkP5sxzvQavymTPxZv83o0X98vf3HGts7P13/3dV/X5uv75UOG/u8Yb2dqLu/M5GDPeIzpffJLM9m/Tdf8TBbuk8/JJGQueP2chc/js4ZtjWumn8fPTud1eBY+j8+dMc70Gv/6sMa91/Nbn8e3Z/LHnfE4L8/XX8N1c0EWvoZ7TG+c0Tqfn8kfL8bjTD+Xnzd838c13f3F9i7ekj3f0Uk2tdY+0Vr7Sia/ONZPF7TW3pPJk2im1todrbW/Ha5vPap18Kimtdb+Zbj5gOHSpmuq6pBMjvj9wf1+RJNxHpJJuDt32PZXWmufm3OXtUn+obX2j6P2VUkeVFWrMnlC3j7qf3SS97fWvtRauzeTo4w/Omyzt27rM/nFmyS/luSJ052ttZtbax+fur3NGK21dw/bSiZ/ZUqn5p+nbj54mHfve3hWkpdk8n1434ya6XF7j+l5mQSqLw81l88ap6oqybOSvLpT0zI5qpUk35bJc2hc86hMjhonk7+4PmHY5vRzbnqNfyeTv84vqBmt82d7z93ROm/I5Pk6rple569mskPu/QxsXed7M/lr5ryfk1k/S/et81CzYdY4wzo/LZPgM66ZXuevZfJLblwzvc5XZfJHkGThz+3WoyAZ1vv4cU1r7cOttVunHts2P/+ttSuGfUPL5Mjw6k7N9DqvGrZ/X39V7ZPJX5NfMms7ozWetS96XpJXtNa+NtTcOmucqvo3wxpc3KkZP5c/Nar5apIvt9b+fmi/KpM/Xty37xu+h+M1fnZG+8fxGvf2oZ01fnSn5p+ntntgJkfm/mBq3AVrvCP76hk1963xcHvfWeNMrfEHOjXjNf7CqOaAbLvG39KZ5vT+4oJezXi/3NPZL+/TqRnvl9u4ZjC9X76/FuyXM/lZ75raL3+x0z1e53s7NdP7i/dl8vwa/+5dn+SC4Xfz6kz+SH9f/2iNH5zO7+/RGn8kk6N945rpNX5oJn9c7L0O2LrGyeR3xMzXCnNeT9y3xkPN0bPGGdb42Zn8bI1rptf425N8a6dmvE9+5nB9+rXL+Ln8jHHNnOfydM34uXxIp2bWc3n8Wmr8XJ71Wqs7l2z7+uLOWeNMPY/f1qkZP49v79RMr/F7Mvk+TL/+uyML98l/PDz2Ba8Rx/vkdF5HjvbJ12eyHxzXTO+TvzmTPwIuqBnvl3vb6qxvr+Z5mfxRsQ39/9IbY9gnPyHJlztjTK/xQ4bb0zVfzMJ98u1Jvta2ff08/Tz+WJIHjGtGz+PD0nkdPnoeb0ny+U7N9PP4O5J8ujOf5OvP41WZHGTo1Ww1KxdMP5cfneRvZo0zfM//S5K/6tRMr/OjktzRqZm1v5hLYJ7v4Ez+4rPV5oxewC9WVR2WyV/Yruv07VNV12fyVturWmvjmt/O5Ek585f7oCV5d1V9qKpO7fQ/IpPw8odV9eGq+oOqevCc8U7K13eykw209k9JfiuTF7t3ZPLD9u7R/W5M8oNVdUBVfUsmfzU8dM52Ht5au2MY/45Mfnl+I34mybt6HVV1ZlXdlskL8V/t9D89yT+11j6ynW2cVlUfrarzqmr/Tv93J3liVV1XVX9VVT8wZ6wnJvlMa+2WTt8Lk/zmMOffyuQvlGM35uvh7cQMaz16zo3X+GGdmq45Nfet87imt87TNbPWubOtbdZ5VNNd5xlzXrDOo5ruOo9qtlnn6Z/bTN6V8rmpX0abkxy8nZ/tuT//VfWAJD+Vyc/1NjVV9YeZHAn4niQ/Puo/LcnlW7/vc7Zz5rDGZ1XVgzo135Xk2VW1sareVVWPmvOYfjSTP6R8sVPz35JcUVWbh8f0G6P1+0CSB1TVmmGsE5I8Lgv3fQd01vj7sv3948x96NQa//tezdQar0ty8qh/wRrP2c59a5zk7E7NgjXOJODOekxb1/hVnZrxGh86qrk7267xqmz7e2O8v/imTs3Y9n7//EySL/VqRvuLe8Y1nf3FrG3dt7/I5CjVuGbB/iKTP9TMmvMTMzmS8X87NeP9xZZOzfT+4pRM/lgw/t27dZ0fkclz7LA5v5sPzvZ/f//sMOdtaqbW+CczeWvsgprRGj8gk48I9bZ1WlV9NJMjb1s6NfetcSZvk/7SnDk/MZN3HdzRqZle41f35pwZv/uy8LVL93dfOq9vOmbVTL/GWFAz4zXGfTUzfveNt9N7fTFdM+v1RW++49cX0zWzXl9M10yv8Q9m8ofN+17/ZfLOiOl98vVJPpf5rxE/nTmvI4d98tOT/GGvZmqffGgm+8FxzfR+uc3Z1pnDc/kXMwl/45rvyuQPOpdl8sfH22Y8ph/N5Cjmb3bGmN4nrx/PN5OjzNP75P/X3tkH3VVVd/hZgEChEBACCQJ9lQ/bsVacAi0VNB2QQUtxpKLQ8mELTql/SKcWLMMUZKDg6ABNtVCn4gwaCxW0yBQRNICA5SOCEkIgBJqEr6QmNIHhS5Kw+8fa9737rrvOeaFF0sjvmbnzvvec311nnXX3WWvvc/Y5dy9gJxvvP+/c1JnbgG0STcsjTN0P3xfYOtM07Xh/YIuoCe14LXBAx7YG+eJoYFaiafPFacD7e3w+CP/e90k0bVs+Btgk0XTli37KK7gM/UZ91UB+pXl/HPDFRDdBz5TsRvereFI5cgrddvh9TL/ZLDscuLj+P4v+Kdm71L874Wea3xvW74ufCf+d+n42HVMS8DN7q/CDtF2+PV4Ep+NF9Wrg2OTzJ+L3ZNyCT5u8qCtueLJtP/t0Flea6VJdsQfOwO/LsL7vBy8MZ7ca/GzfncC0+n4pPniP/u6Md342wac3fzXRLMA7xoYnnCU9Pl8CfLojNv8A/FH9/6N4Uo6aX8eno9wNnIV3dEbaXBLj1VHTEecuTRvnzvbdxHlS0xPn6HMW56jJ4tzlcxvnaCeLc9SMxTkctwfhM1MG29sNuK/n2F5KM42zQ/PPwN9PodkUuBifPjZY/168qA6mXj2b2cCvNBk+HeoyhtP2Ws2zTdyOBG7t8eW6QRwTO99mmHtOpebYoDkAvy/sLnxmz8o29+F5p43xx5vvYRbj9xYvxU8kdObQGuPvTKE5Am9rf9r4skuI8QuZjRDjucBdiaaN8d/hV1K6fLkOOK9jW22MvwosTDRtjM9l2EYn6wbj+WJN1MR8QU/9YZgvpqpRpwMXJP7EfPGORBPzxeWJJuaLR+v/mc+X4PdQjvnMeL64JdG0+eLLeMd9pPY2cR3U5mfa9SHGx9FTv2uMb+rT1GVfwk+gtJovhBg/mdkJMb40sXNOiPEJ2X6HGF/Usa02xn/Tsa2s9o30XchrX1f/5maGta9L09a+VBNq36SGvPbNDP5mdS/uU1b3uvxt6160k9W9qGljfD4+OGr7f8cxmpMHNSPtI9Z93oOefiSeky+ZQrMp3gYfCJrjCbUvs8NoXr4c+M9E8yyeA7bHb3W4o8OX6+p2s+20OflM/NiKmpiTlxH6z4y34+eiJsnJff3wQTvu1DTt+JrEn9iOT0k0sS3fmmhiW17Z4/MgJ4/5zHhbXpho0j7cVK8pBW/kV22814cGc3qim2CKAXM9KK4H/uoVbvssRu8ROh+/irIUP7PyPPXevynsfJZwHww+rWlp8/4g4NqOz38IuCFZfhRwafP+eGrHrceX84BPdsUNv59qZv1/Jn5m7FUPmPHifDuw1VTfD35vzgJGB8zvxK92La2vdXiHar8eOxPRTl3+PWBW8/4R8vulN8OvCOzaEZunGf4MnOEP4ujbr73x+zRG2lwS40Vd7ZJhsk3bbhvnLk0S50lNT5xv6rEzEe30xPnGxOfJOGc+d8S5b7/2pg58muP2VLyjMSjUMY/EY3sp4/c9Tmrq/1dT72vtslOXvY/hgOis+lrRxPhlRjs1mY1ZjN6bexZ+5v1BhvctG37mPPN3B7zDumXi76n4FL/Bst2pg7kef67A891ShrnvGyHGl+H3j7aaOY2NpfhV3zSHNjHuzbN1/c/q8sH61SHGBW/LqY1q5xv4wHpEE2J8fv2+Mn8HMf584u+1Icb/iHdu+/w5FPhm8/6z9TsfyxdRE/NFsDupIeTlLjttvgiavyXPFzN67Ewkdv6aPF9MT3weycuJnbF8McV+/R4+7XKk9g7ijNfmxwZxJtRmhs+VSOt3E+O3dmmaZfsCLwXN3CTG65oYZ3b2S+xc28a47tfaJsatz4MYvzvzOcR4Bj5NtW+/9sYHHCN9F/La19W/uZlhH2NMw3gfI7XTtuVWQ177VlLvHU5sTEQbdXnWjo9L/I39i2gnq3t9+/Qp6knM+v54fBDT5uQzgMeD5uLm/VL8Cn3aj2SYkz/apWmWnQU8GjRLGK99z/wv7FxMzcvUfi+19gV/Bzn5jxN/L2E0J/8FsHoKX2JOPg9/HkVfTo597JsZz8mTGrpz8oidth0HzSn05+TMzkRi55P05+TW566cPLDTl5Mzf0b6cH0vTcnuZx6wl5m91cw2x6cSXPNqjZiZUc+AlVIu7NBMN7Pt6v+/AhyCH6QAlFJOL6XsWkqZqH7cWEo5NrGztfl9FNSpSofiiZbG1grgMTN7e110MH4WJuMY8qlIjwK/a2Zb1f07GD/DF/0ZTPndHb8q1Tf16Rr8AKb+/X6PNsXMDsOflnhEKeX5Ds1ezdsjaOIMUEq5r5SyUyllosb7cXyQuzLYmdm8/TAhzpWr8ft6MLO98bO22T3MhwAPllIe79i1J/HBENXe2LTtJtab4A/ZeonxNhdjvDbRRMbabhtnvOOfaWKct2k1HXG+Hbg32Ilx3jrxOcZ5BjA/2a/BcfVE5jPjcR6LT4jzOdT7iZrj9gF80P+R+pE/x89mpsd2ZYfs+Dezk/AO8jEdmkVmtmddNr1u88Fm/d2llBlNjJ/HO8pxOzPrMqvbWhw1bYzx7/ORjn06Cr/yuk3i7wPAtPodgX+fDyf+DGK8BX4W/vCQ+/4kxPgF/KRGq4n58dwsh7YxzvIscNwgxvgTQL+Gd6IGNrYPMX6ulLJZsp02xiuB2Ym/bYyvr99ftk9H4Sc1Tkv8/VCI8T34tMToTxvj0xm247ZutPniJOC7iaZly6z+hHxhHZo2X3yEYbsYaOaFfPEEcFApZUWw0+aLj1HbZfC5zRfvwq8urUr2a9CuV3fU1TZffJDhMdH60+aLk4FlSe29Bjih1uZ1DO+vy2rzUyT1O9S+JR2aNsYHAE8HzT1JTp6H39fa2mljfGBiZyGjbXlbfMDy5mS/BrXvJ5nPjMb4HfhtHnG/Yu37J8b7LrH2fSfRZIxoOvoYUZP1MSY1HbXvVob3pnb1L6K/Wf/iD5J9iv2LaCfrX8R9amN8GPBS6P8tZDQn/zY+Hbavj/g4ST8y1L1lHZpB3TN8+vJWQXNhyMsv4u0r2mnz8m/g9xVHnwdxfrT+fTjZp0HdeyTxdyGjOfktwKaJL21O/gx+sjj2n9N+cl8fO+uHx3bcoYnteEnQfC1px4fWnNzaiW15cbBzOeNteUs8J8f9mmzLmc+Mt+Xo8+Ud+WJqXsmo+o38wovgQ/hBcEay/nL8HoS1tbGcmGgOxK86tD918MGg+S38CZHz8cR4Zo9Ps+iYko3fA9X+TMuYz1W3D/7I9fm1oW6faLbCi/O0Dhtn44VgAf4Uwi0Sza14sriX+uTirrjhZ+jm4gfTivpq13+4/v9zho/2jzYexs/QD+K8ONF8q/o8H3+k/NV93yF+5uxbiZ2v49Nz5uNJ7N8Szeb4laMFeMd1brYt/Il/J/fE5kB8+si9+BSY7yWaU/C2+lDd5libCzH+cYemjfN/d2jaOC/u0LRx/lGmCXFe3mGnjfNtHZo2zou6tjWIMx3HZIjz/R2aNs6Xkhy3+HF4V43TDfWzUfOpGud1+FnaVYlmHcOfE3mwxmhSg09xGvxEyuL6fS2gI4fgA+bM3xurjQV40b830WyHX/G5j+FPe43lK/ys9mF05DS8fQ1szGP4c2ut5gvV/iJGf3ZiFsMr6G2Mr2T4pNhW08b4SYbTv1tNG+OfNj7MYvhE6UGMF+BXh7elIw8zOu293U4b4zkMn0TeatoY3w68K8v5gxh31YUQ45uBtyWaNsbnkNQNRvPFjxj9ubEzmm0N8sUq/OpU1LT5YmHVRU2bL+Yy/Am5tI4x/EmRaKfNFz/I7DCaLxbU739sWwzzRVpXGc0XP8VzQtS0+eJzJLU3xPlOhsfNYH2sff+R2Ii178pEE2vf+6MmqX2zEjux9h2SaGLt+0S2LUZrXxabWPuOSTQxxmN9lxDjufigJWpinL+faGKcv5JoYpz3iJoQ52V47m5txBi/LdlOjPEHsu2EGGexiTF+T6KJMR7r/zGek89NNDEn35NoYk6+KdHEnHx+1MS83OFzzMvnJZo2Lz+GD8JGtkOTkzu2E3Py7EQzUvdI+s+Mt+PbE01sx6sTTWzHyxNNbMd3Rk2SLzJ/Ylu+I9HEtjw/2xajbTmLT2zLP0k0sS1bdlzG1+CytRBCCCGEEEIIIRo0JVsIIYQQQgghhEjQgFkIIYQQQgghhEjQgFkIIYQQQgghhEjQgFkIIYQQQgghhEjQgFkIIYQQQgghhEjQgFkIIYT4JcDMPm5mt21oP4QQQohfJjRgFkIIIYQQQgghEjRgFkIIIYQQQgghEjRgFkIIITYyzGw3M/u2ma00s6fM7EuJZraZPWZmz5jZ3WZ2ULNufzP7cV33X2Z2YV2+pZnNqTbXmNk8M9u5rptmZpea2XIze8LMzjWzTbUkpnIAAALaSURBVOu6Pc3sh2b2tJmtMrN/fb1iIYQQQvwi0YBZCCGE2Iiog9R/B5YBE8BbgCsS6TxgH+DNwL8AV5rZlnXdbGB2KWVbYA/gm3X5CcA0YDdgB+Bk4IW67jJgHbAn8G7gUOCkuu4c4AZge2BX4Iv/9z0VQgghNjwaMAshhBAbF/sDuwCnllKeK6W8WEoZe9hXKWVOKeWpUsq6UsoFwBbA2+vqtcCeZrZjKeXZUsodzfIdgD1LKetLKXeXUp6pV5k/APxl3ebPgIuAo5vP/RqwS5c/QgghxMaIBsxCCCHExsVuwLJSyro+kZl92sweqNOk1+BXjnesq08E9gYerNOuD6/Lvw5cD1xhZk+a2efN7E34YPhNwPI6VXsN8GVgp/q50wAD7jKz+83sz17D/RVCCCE2GJttaAeEEEII8ap4DNjdzDbrGjTX+5U/AxwM3F9KednMVuODWkopi4FjzGwT4EjgKjPboZTyHHA2cLaZTQDfBRbVvz8Hdsy2WUpZAXyibvtA4Admdksp5eHXcL+FEEKI1x1dYRZCCCE2Lu4ClgOfM7Ot64O63hM02+D3G68ENjOzM4FtByvN7Fgzm15KeRlYUxevN7PfN7N31vukn8GnWq8vpSzH71G+wMy2NbNNzGwPM3tftXeUme1a7awGCrD+F7L3QgghxOuIBsxCCCHERkQpZT3wh/jDtx4FHgc+FmTXA9cBD+EPB3sRvzI94DDgfjN7Fn8A2NGllBeBGcBV+GD5AeCHwJz6meOBzYGF+KD4KmBmXbcfcGe1dw1wSillyWu0y0IIIcQGw0opG9oHIYQQQgghhBDi/x26wiyEEEIIIYQQQiRowCyEEEIIIYQQQiRowCyEEEIIIYQQQiRowCyEEEIIIYQQQiRowCyEEEIIIYQQQiRowCyEEEIIIYQQQiRowCyEEEIIIYQQQiRowCyEEEIIIYQQQiRowCyEEEIIIYQQQiT8D6EpLhQMgkH/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#每个文件调用api数量分布图，每个文件之间对比\n",
    "#柱状图\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy\n",
    "\n",
    "plt.figure(figsize=(16,9))\n",
    "sns.barplot(index[0:100],every_file2.values[0:100],alpha=0.8)\n",
    "plt.xlabel(\"classes\",fontsize = 12)\n",
    "plt.ylabel(\"number\",fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/admin/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#文件调用api数量分布直方图\n",
    "ulimit_start = numpy.percentile(every_file2.values,1)\n",
    "ulimit_end = numpy.percentile(every_file2.values,99)\n",
    "every_file2.loc[[every_file2.iloc[i]<ulimit_start for i in range(len(every_file2))]]=ulimit_start\n",
    "every_file2.loc[[every_file2.iloc[i]>ulimit_end for i in range(len(every_file2))]]=ulimit_end\n",
    "plt.figure(figsize=(16,5))\n",
    "sns.distplot(every_file2.values,bins=50,kde=True)\n",
    "plt.xlabel('price',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "file_id\n",
       "64173     142824.54\n",
       "25312     142824.54\n",
       "42615     142824.54\n",
       "100797    142824.54\n",
       "106082    142824.54\n",
       "76389     142824.54\n",
       "62311     142824.54\n",
       "65749     142824.54\n",
       "73216     142413.00\n",
       "60669     125921.00\n",
       "71774     108224.00\n",
       "92905     108218.00\n",
       "4850      107966.00\n",
       "89539     104609.00\n",
       "10626      92285.00\n",
       "6888       87241.00\n",
       "110237     86595.00\n",
       "67918      85308.00\n",
       "65446      76097.00\n",
       "6877       64029.00\n",
       "33214      54866.00\n",
       "65448      53040.00\n",
       "36832      52940.00\n",
       "82814      50010.00\n",
       "102211     48932.00\n",
       "81419      43504.00\n",
       "26146      43197.00\n",
       "61912      39643.00\n",
       "103586     39410.00\n",
       "75319      37653.00\n",
       "            ...    \n",
       "36896         48.00\n",
       "27403         48.00\n",
       "29472         48.00\n",
       "41442         48.00\n",
       "105395        48.00\n",
       "106081        48.00\n",
       "106021        48.00\n",
       "8457          48.00\n",
       "51902         48.00\n",
       "55198         48.00\n",
       "66056         47.00\n",
       "28738         47.00\n",
       "104657        42.00\n",
       "21149         34.00\n",
       "80468         32.00\n",
       "92153         32.00\n",
       "79666         32.00\n",
       "104441        30.00\n",
       "78023         20.00\n",
       "101610        17.00\n",
       "97740         17.00\n",
       "9194          16.00\n",
       "31577         16.00\n",
       "93815         16.00\n",
       "28937         16.00\n",
       "58620         16.00\n",
       "81135         16.00\n",
       "93110         16.00\n",
       "4851          16.00\n",
       "66662         16.00\n",
       "Name: api, Length: 744, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "every_file2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#第一个文件散点图\n",
    "file_1=data_df2[data_df2['file_id']==64173]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,9))\n",
    "plt.scatter((file_1['api'].values),(file_1['index']))\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#第%50个文件散点图\n",
    "file_2=data_df2[data_df2['file_id']==85257]\n",
    "plt.figure(figsize=(16,9))\n",
    "\n",
    "plt.scatter((file_2['api'].values),file_2['index'])\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#第%50个文件散点图\n",
    "file_4=data_df2[data_df2['file_id']==24]\n",
    "plt.figure(figsize=(16,9))\n",
    "plt.scatter((file_4['api'].values),file_4['index'])\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#第99%个文件散点图\n",
    "file_3=data_df2[data_df2['file_id']==4851]\n",
    "plt.figure(figsize=(16,9))\n",
    "plt.scatter((file_3['api'].values),file_3['index'])\n",
    "plt.xticks(rotation=60)\n",
    "plt.yticks(rotation=360)\n",
    "plt.xlabel('api',fontsize=10)\n",
    "plt.ylabel('index',fontsize=10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "data =np.array(data_df2[data_df2['file_id']==24][['index','tid','return_value']])\n",
    "x, y, z = data[:,0], data[:,1], data[:,2] \n",
    "\n",
    "ax = plt.subplot(111, projection='3d') # 创建一个三维的绘图工程 #  将数据点分成三部分画，在颜色上有区分度 \n",
    "ax.scatter(x, y, z, c='y') # 绘制数据点 \n",
    "#ax.scatter(x[10:20], y[10:20], z[10:20], c='r') \n",
    "#ax.scatter(x[30:40], y[30:40], z[30:40], c='g') \n",
    "ax.set_zlabel('Z') # 坐标轴 \n",
    "ax.set_ylabel('Y') \n",
    "ax.set_xlabel('X') \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "data =np.array(data_df2[data_df2['file_id']==85257][['index','tid','return_value']])\n",
    "x, y, z = data[:,0], data[:,1], data[:,2] \n",
    "\n",
    "ax = plt.subplot(111, projection='3d') # 创建一个三维的绘图工程 #  将数据点分成三部分画，在颜色上有区分度 \n",
    "ax.scatter(x, y, z, c='y') # 绘制数据点 \n",
    "#ax.scatter(x[10:20], y[10:20], z[10:20], c='r') \n",
    "#ax.scatter(x[30:40], y[30:40], z[30:40], c='g') \n",
    "ax.set_zlabel('Z') # 坐标轴 \n",
    "ax.set_ylabel('Y') \n",
    "ax.set_xlabel('X') \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "data =np.array(data_df2[data_df2['file_id']==64173][['index','tid','return_value']])\n",
    "x, y, z = data[:,0], data[:,1], data[:,2] \n",
    "\n",
    "ax = plt.subplot(111, projection='3d') # 创建一个三维的绘图工程 #  将数据点分成三部分画，在颜色上有区分度 \n",
    "ax.scatter(x, y, z, c='y') # 绘制数据点 \n",
    "#ax.scatter(x[10:20], y[10:20], z[10:20], c='r') \n",
    "#ax.scatter(x[30:40], y[30:40], z[30:40], c='g') \n",
    "ax.set_zlabel('Z') # 坐标轴 \n",
    "ax.set_ylabel('Y') \n",
    "ax.set_xlabel('X') \n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
